{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "55e8c6d4",
   "metadata": {},
   "source": [
    "# 图片上的基本操作\n",
    "- 访问像素值和修改他们\n",
    "- 访问图片属性\n",
    "- 设置一个感兴趣区域（ROI）\n",
    "- 分割和合并图像"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af17377d",
   "metadata": {},
   "source": [
    "## 访问和修改像素值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "40ecec42",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[182 198 216]\n",
      "182\n",
      "[255 255 255]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import cv2 as cv\n",
    "\n",
    "img = cv.imread(\"picture/12345.png\")\n",
    "px = img[100, 100]\n",
    "print(px)\n",
    "\n",
    "blue = img[100, 100, 0]\n",
    "print(blue)\n",
    "\n",
    "img[100, 100] = [255, 255, 255]\n",
    "print(img[100, 100])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21e27199",
   "metadata": {},
   "source": [
    "## 访问图片属性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "441587ef",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(542, 471, 3)\n",
      "765846\n",
      "uint8\n"
     ]
    }
   ],
   "source": [
    "print(img.shape)\n",
    "print(img.size)\n",
    "print(img.dtype)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3ab83fe",
   "metadata": {},
   "source": [
    "## 图片ROI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6cb26b26",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image Shape: (280, 450, 3)\n",
      "Ball Shape: (0, 60, 3)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "-1"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import cv2 as cv\n",
    "import numpy as np\n",
    "img = cv.imread(cv.samples.findFile(\"picture/messi.jpg\"))\n",
    "ball = img[280:340, 330:390]\n",
    "# img[273:333, 100:160] = ball\n",
    "print(\"Image Shape:\", img.shape)\n",
    "print(\"Ball Shape:\", ball.shape)\n",
    "cv.imshow(\"ball\", img)\n",
    "cv.waitKey(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "542ccde8",
   "metadata": {},
   "source": [
    "## 分割和合并图像通道\n",
    "- **cv.splite()** 是一个消耗大的操作，如无必要尽量使用数组索引"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9a83af2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-1"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import cv2 as cv\n",
    "import numpy as np\n",
    "img = cv.imread(cv.samples.findFile(\"picture/messi.jpg\"))\n",
    "\n",
    "b, g, r = cv.split(img)\n",
    "img1 = cv.merge((b, g, r))\n",
    "\n",
    "img[:, :, 2] = 0\n",
    "\n",
    "cv.imshow(\"merge\", img1)\n",
    "cv.imshow(\"splite\", img)\n",
    "\n",
    "cv.waitKey(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "235a3901",
   "metadata": {},
   "source": [
    "## 为图像制作边框"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "93a7ca8e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2 as cv\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "BLUE = [255,0,0]\n",
    "\n",
    "img1 = cv.imread(cv.samples.findFile(\"picture/messi.jpg\"))\n",
    "assert img1 is not None, \"file could not be read, check with os.path.exists()\"\n",
    "\n",
    "replicate = cv.copyMakeBorder(img1,10,10,10,10,cv.BORDER_REPLICATE)\n",
    "reflect = cv.copyMakeBorder(img1,10,10,10,10,cv.BORDER_REFLECT)\n",
    "reflect101 = cv.copyMakeBorder(img1,10,10,10,10,cv.BORDER_REFLECT_101)\n",
    "wrap = cv.copyMakeBorder(img1,10,10,10,10,cv.BORDER_WRAP)\n",
    "constant= cv.copyMakeBorder(img1,10,10,10,10,cv.BORDER_CONSTANT,value=BLUE)\n",
    "\n",
    "plt.subplot(231),plt.imshow(img1,'gray'),plt.title('ORIGINAL')\n",
    "plt.subplot(232),plt.imshow(replicate,'gray'),plt.title('REPLICATE')\n",
    "plt.subplot(233),plt.imshow(reflect,'gray'),plt.title('REFLECT')\n",
    "plt.subplot(234),plt.imshow(reflect101,'gray'),plt.title('REFLECT_101')\n",
    "plt.subplot(235),plt.imshow(wrap,'gray'),plt.title('WRAP')\n",
    "plt.subplot(236),plt.imshow(constant,'gray'),plt.title('CONSTANT')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "121058da",
   "metadata": {},
   "source": [
    "# 图像的数学运算\n",
    "- 学习几个在图像上的数学操作，像加、减、按位操作等\n",
    "- 学习函数：**cv.add()**、**cv.addWeighted()** 等"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "617b3e6c",
   "metadata": {},
   "source": [
    "## 图像加法\n",
    "- 可以使用 **cv.add()** 函数把两个图片相加，或者简单的数组操作 **res = img1+img2**.图片都应该是相同的深度和类型，或者与标量相加\n",
    "- OpenCV加法和Numpy加法之间存在差异。OpenCV加法是饱和运算，而Numpy加法是模运算"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "8ed2cc87",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[260.]\n",
      " [  0.]\n",
      " [  0.]\n",
      " [  0.]]\n",
      "[4]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import cv2 as cv\n",
    "x = np.uint8([250])\n",
    "y = np.uint8([10])\n",
    "\n",
    "print(cv.add(x, y))\n",
    "print(x+y)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd1c7307",
   "metadata": {},
   "source": [
    "## 图像融合\n",
    "\n",
    "![ImageBlending](picture/ImageBlending.png \"ImageBlending\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "07cf6505",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2 as cv\n",
    "import numpy as np\n",
    "\n",
    "img1 = cv.imread(cv.samples.findFile(\"picture/messi.jpg\"))\n",
    "\n",
    "img2 = img1.copy()\n",
    "img2[:, :, 2] = 0\n",
    "\n",
    "dst = cv.addWeighted(img1,0.7,img2,0.3,0)\n",
    "\n",
    "cv.imshow('dst',dst)\n",
    "cv.waitKey(0)\n",
    "cv.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5c0e54f",
   "metadata": {},
   "source": [
    "## 按位操作运算\n",
    "- 包括**AND, OR, NOT, XOR**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d6a6e023",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load two images\n",
    "img1 = cv.imread(cv.samples.findFile(\"picture/messi.jpg\"))\n",
    "img2 = img1.copy()\n",
    "img2[:, :, 2] = 0\n",
    "assert img1 is not None, \"file could not be read, check with os.path.exists()\"\n",
    "assert img2 is not None, \"file could not be read, check with os.path.exists()\"\n",
    "\n",
    "# I want to put logo on top-left corner, So I create a ROI\n",
    "rows,cols,channels = img2.shape\n",
    "roi = img1[0:rows, 0:cols]\n",
    "\n",
    "# Now create a mask of logo and create its inverse mask also\n",
    "img2gray = cv.cvtColor(img2,cv.COLOR_BGR2GRAY)\n",
    "ret, mask = cv.threshold(img2gray, 10, 255, cv.THRESH_BINARY)\n",
    "mask_inv = cv.bitwise_not(mask)\n",
    "\n",
    "# Now black-out the area of logo in ROI\n",
    "img1_bg = cv.bitwise_and(roi,roi,mask = mask_inv)\n",
    "\n",
    "# Take only region of logo from logo image.\n",
    "img2_fg = cv.bitwise_and(img2,img2,mask = mask)\n",
    "\n",
    "# Put logo in ROI and modify the main image\n",
    "dst = cv.add(img1_bg,img2_fg)\n",
    "img1[0:rows, 0:cols ] = dst\n",
    "\n",
    "cv.imshow('res',img1)\n",
    "cv.waitKey(0)\n",
    "cv.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e34b3b5",
   "metadata": {},
   "source": [
    "# 性能衡量和改进技术\n",
    "- 计算代码的性能\n",
    "- 提升代码性能的建议\n",
    "- 函数： **cv.getTickCount, cv.getTickFrequency**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0908cfb",
   "metadata": {},
   "source": [
    "## 使用opencv衡量性能"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "947c1bd1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.1346702\n"
     ]
    }
   ],
   "source": [
    "img1 = cv.imread(cv.samples.findFile(\"picture/messi.jpg\"))\n",
    "assert img1 is not None, \"file could not be read, check with os.path.exists()\"\n",
    "\n",
    "e1 = cv.getTickCount()\n",
    "for i in range(5,49,2):\n",
    "    img1 = cv.medianBlur(img1,i)\n",
    "e2 = cv.getTickCount()\n",
    "t = (e2 - e1)/cv.getTickFrequency()\n",
    "print( t )\n",
    "\n",
    "# Result I got is 0.521107655 seconds"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4435aa5d",
   "metadata": {},
   "source": [
    "## 在opencv里的默认优化"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dde951ae",
   "metadata": {},
   "source": [
    "``` python\n",
    "# check if optimization is enabled\n",
    "In [5]: cv.useOptimized()\n",
    "Out[5]: True\n",
    "\n",
    "In [6]: %timeit res = cv.medianBlur(img,49)\n",
    "10 loops, best of 3: 34.9 ms per loop\n",
    "\n",
    "# Disable it\n",
    "In [7]: cv.setUseOptimized(False)\n",
    "\n",
    "In [8]: cv.useOptimized()\n",
    "Out[8]: False\n",
    "\n",
    "In [9]: %timeit res = cv.medianBlur(img,49)\n",
    "10 loops, best of 3: 64.1 ms per loop\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98d6fc5a",
   "metadata": {},
   "source": [
    "## 使用IPython衡量性能\n",
    "``` python\n",
    "In [10]: x = 5\n",
    "\n",
    "In [11]: %timeit y=x**2\n",
    "10000000 loops, best of 3: 73 ns per loop\n",
    "\n",
    "In [12]: %timeit y=x*x\n",
    "10000000 loops, best of 3: 58.3 ns per loop\n",
    "\n",
    "In [15]: z = np.uint8([5])\n",
    "\n",
    "In [17]: %timeit y=z*z\n",
    "1000000 loops, best of 3: 1.25 us per loop\n",
    "\n",
    "In [19]: %timeit y=np.square(z)\n",
    "1000000 loops, best of 3: 1.16 us per loop\n",
    "```\n",
    "- Python scalar operations are faster than Numpy scalar operations. So for operations including one or two elements, Python scalar is better than Numpy arrays. Numpy has the advantage when the size of the array is a little bit bigger.\n",
    "- Normally, OpenCV functions are faster than Numpy functions. So for same operation, OpenCV functions are preferred. But, there can be exceptions, especially when Numpy works with views instead of copies."
   ]
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    "## 性能优化技巧\n",
    "1. Avoid using loops in Python as much as possible, especially double/triple loops etc. They are inherently slow.\n",
    "2. Vectorize the algorithm/code to the maximum extent possible, because Numpy and OpenCV are optimized for vector operations.\n",
    "3. Exploit the cache coherence.\n",
    "4. Never make copies of an array unless it is necessary. Try to use views instead. Array copying is a costly operation\n"
   ]
  }
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